Two-stage Distributionally Robust Optimization Operation Strategy of Virtual Power Plants Considering Flexible Ramping Products

被引:0
|
作者
Yu, Hongfei [1 ]
Wang, Yunchu [1 ]
Lyu, Ruiyang [2 ]
Jin, Luosong [2 ]
Lin, Zhenzhi [1 ]
Yang, Li [1 ]
机构
[1] College of Electrical Engineering, Zhejiang University, Hangzhou
[2] Zhejiang Power Exchange Center Co., Ltd., Hangzhou
来源
Dianli Xitong Zidonghua/Automation of Electric Power Systems | 2024年 / 48卷 / 14期
关键词
distributionally robust optimization (DRO); electricity market; flexible ramping product (FRP); operation strategy; uncertainty; virtual power plant (VPP);
D O I
10.7500/AEPS20230909001
中图分类号
学科分类号
摘要
With the proposed goal of“carbon emission peak and carbon neutrality”, large-scale integration of renewable energy into the power system puts forward higher demands for the flexibile operation of power systems. The operation revenue of virtual power plant (VPP) is enhanced by aggregating distributed resources, incorporating flexible ramping products (FRPs) into its operation strategy and participating in multiple types of electricity markets. On this basis, a two-stage distributionally robust optimization (DRO) operation strategy of VPPs considering FRPs is proposed. Firstly, considering the FRP market under high penetration of renewable energy and combining the operation characteristics of multiple types of distributed resources, an optimization operation framework for VPP participating in multiple types of electricity markets is proposed. Secondly, integrating the uncertainty set of renewable energy output based on the Wasserstein distance and the typical scenario set of electricity market prices based on scenario analysis, a two-stage DRO model for VPP day-ahead bidding and intra-day dispatch considering FRP is constructed. Finally, the effectiveness of the proposed model is validated by taking a VPP as a case. The results of the case demonstrate that the proposed VPP operation strategy has good dispatching economic efficiency and risk robustness, and can maximize the operation revenue in multiple types of electricity market transactions. © 2024 Automation of Electric Power Systems Press. All rights reserved.
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页码:16 / 27
页数:11
相关论文
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